{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "032a8c68",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github",
    "pycharm": {
     "name": "#%% raw\n"
    }
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/salesforce/LAVIS/blob/main/projects/img2prompt-vqa/img2prompt_vqa.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62aa48dc",
   "metadata": {
    "id": "_qxQ4_bEhkrd"
   },
   "source": [
    "## Img2Prompt-VQA: Inference Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7bcd92a8",
   "metadata": {
    "id": "dq8t0LJThhuJ"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\u001b[33mWARNING: Running pip as root will break packages and permissions. You should install packages reliably by using venv: https://pip.pypa.io/warnings/venv\u001b[0m\n",
      "/export/home/workspace/tmp/LAVIS\n",
      "Processing /export/home/workspace/tmp/LAVIS\n",
      "\u001b[33m  DEPRECATION: A future pip version will change local packages to be built in-place without first copying to a temporary directory. We recommend you use --use-feature=in-tree-build to test your packages with this new behavior before it becomes the default.\n",
      "   pip 21.3 will remove support for this functionality. You can find discussion regarding this at https://github.com/pypa/pip/issues/7555.\u001b[0m\n",
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     ]
    },
    {
     "name": "stdout",
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      "Building wheels for collected packages: lavis\n",
      "  Building wheel for lavis (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for lavis: filename=lavis-0.1.0-py3-none-any.whl size=347229 sha256=4b763483415205985c1cf11eca90f7b2c5428d944d7249263bd12352e3ad838e\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-15nitomm/wheels/5d/dc/bd/467c9db87b7769daf9f14c24bfd7d107f588d8e0b0ff840c58\n",
      "Successfully built lavis\n",
      "Installing collected packages: lavis\n",
      "  Attempting uninstall: lavis\n",
      "    Found existing installation: lavis 0.1.0\n",
      "    Uninstalling lavis-0.1.0:\n",
      "      Successfully uninstalled lavis-0.1.0\n",
      "Successfully installed lavis-0.1.0\n",
      "\u001b[33mWARNING: Running pip as root will break packages and permissions. You should install packages reliably by using venv: https://pip.pypa.io/warnings/venv\u001b[0m\n",
      "Collecting https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.0.0/en_core_web_sm-3.0.0.tar.gz\n",
      "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.0.0/en_core_web_sm-3.0.0.tar.gz (13.7 MB)\n",
      "\u001b[K     |████████████████████████████████| 13.7 MB 1.4 MB/s eta 0:00:01\n",
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      "Requirement already satisfied: jinja2 in /opt/conda/lib/python3.8/site-packages (from spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (3.0.1)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /opt/conda/lib/python3.8/site-packages (from spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (2.0.5)\n",
      "Requirement already satisfied: thinc<8.1.0,>=8.0.3 in /opt/conda/lib/python3.8/site-packages (from spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (8.0.3)\n",
      "Requirement already satisfied: typer<0.4.0,>=0.3.0 in /opt/conda/lib/python3.8/site-packages (from spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (0.3.2)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /opt/conda/lib/python3.8/site-packages (from spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (2.25.1)\n",
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      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.8/site-packages (from spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (20.9)\n",
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      "Requirement already satisfied: pyparsing>=2.0.2 in /opt/conda/lib/python3.8/site-packages (from packaging>=20.0->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (2.4.7)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: smart-open<4.0.0,>=2.2.0 in /opt/conda/lib/python3.8/site-packages (from pathy>=0.3.5->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (2.2.1)\n",
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      "Requirement already satisfied: boto3 in /opt/conda/lib/python3.8/site-packages (from smart-open<4.0.0,>=2.2.0->pathy>=0.3.5->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (1.17.96)\n",
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      "Requirement already satisfied: botocore<1.21.0,>=1.20.96 in /opt/conda/lib/python3.8/site-packages (from boto3->smart-open<4.0.0,>=2.2.0->pathy>=0.3.5->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (1.20.96)\n",
      "Requirement already satisfied: s3transfer<0.5.0,>=0.4.0 in /opt/conda/lib/python3.8/site-packages (from boto3->smart-open<4.0.0,>=2.2.0->pathy>=0.3.5->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (0.4.2)\n",
      "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /opt/conda/lib/python3.8/site-packages (from boto3->smart-open<4.0.0,>=2.2.0->pathy>=0.3.5->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (0.10.0)\n",
      "Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /opt/conda/lib/python3.8/site-packages (from botocore<1.21.0,>=1.20.96->boto3->smart-open<4.0.0,>=2.2.0->pathy>=0.3.5->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (2.8.1)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.8/site-packages (from python-dateutil<3.0.0,>=2.1->botocore<1.21.0,>=1.20.96->boto3->smart-open<4.0.0,>=2.2.0->pathy>=0.3.5->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (1.16.0)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.8/site-packages (from jinja2->spacy<3.1.0,>=3.0.0->en-core-web-sm==3.0.0) (2.0.1)\n",
      "\u001b[33mWARNING: Running pip as root will break packages and permissions. You should install packages reliably by using venv: https://pip.pypa.io/warnings/venv\u001b[0m\n",
      "/export/home/workspace/tmp/LAVIS/projects/img2prompt-vqa\n"
     ]
    }
   ],
   "source": [
    "# install requirements\n",
    "import sys\n",
    "if 'google.colab' in sys.modules:\n",
    "    print('Running in Colab.')\n",
    "    !git clone https://github.com/salesforce/LAVIS\n",
    "    %cd LAVIS\n",
    "    !pip install .\n",
    "    !pip3 install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.0.0/en_core_web_sm-3.0.0.tar.gz\n",
    "else:\n",
    "    !pip install omegaconf\n",
    "    %cd ../..\n",
    "    !pip install .\n",
    "    !pip3 install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.0.0/en_core_web_sm-3.0.0.tar.gz\n",
    "\n",
    "%cd projects/img2prompt-vqa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3d11ce1e",
   "metadata": {
    "id": "838168ff"
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import requests\n",
    "from PIL import Image\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from lavis.common.gradcam import getAttMap\n",
    "from lavis.models import load_model_and_preprocess"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c02a0e61",
   "metadata": {},
   "source": [
    "### Load LLM to use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7428ac2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading Large Language Model (LLM)...\n"
     ]
    }
   ],
   "source": [
    "from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer, AutoModelForSeq2SeqLM\n",
    "\n",
    "def load_model(model_selection):\n",
    "    model = AutoModelForCausalLM.from_pretrained(model_selection)\n",
    "    tokenizer = AutoTokenizer.from_pretrained(model_selection, use_fast=False)\n",
    "    return model,tokenizer\n",
    "\n",
    "# Choose LLM to use\n",
    "# weights for OPT-6.7B/OPT-13B/OPT-30B/OPT-66B will download automatically\n",
    "print(\"Loading Large Language Model (LLM)...\")\n",
    "llm_model, tokenizer = load_model('facebook/opt-6.7b')  # ~13G (FP16)\n",
    "# llm_model, tokenizer = load_model('facebook/opt-13b') # ~26G (FP16)\n",
    "# llm_model, tokenizer = load_model('facebook/opt-30b') # ~60G (FP16)\n",
    "# llm_model, tokenizer = load_model('facebook/opt-66b') # ~132G (FP16)\n",
    "\n",
    "# you need to manually download weights, in order to use OPT-175B\n",
    "# https://github.com/facebookresearch/metaseq/tree/main/projects/OPT\n",
    "# llm_model, tokenizer = load_model('facebook/opt-175b')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a63221f",
   "metadata": {
    "id": "2ffeec4e"
   },
   "source": [
    "### Load an example image and question"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ae21675a",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "id": "2da65ed1",
    "outputId": "31b7806a-95eb-418f-fed9-e55ee9cc51fd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "What item s are spinning which can be used to control electric?\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=400x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# img_url = 'https://storage.googleapis.com/sfr-vision-language-research/LAVIS/projects/pnp-vqa/demo.png'\n",
    "# raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB')\n",
    "\n",
    "raw_image = Image.open(\"./demo.png\").convert(\"RGB\")\n",
    "question = \"What item s are spinning which can be used to control electric?\"\n",
    "print(question)\n",
    "display(raw_image.resize((400, 300)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4078b2c3",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5ba89c01",
    "outputId": "04e3ab39-475b-4c8c-b335-45e0b739cc6e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# setup device to use\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "device"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "780851fd",
   "metadata": {
    "id": "076f55e8"
   },
   "source": [
    "### Load Img2Prompt-VQA model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b693e281",
   "metadata": {
    "id": "01be941e",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "model, vis_processors, txt_processors = load_model_and_preprocess(name=\"img2prompt_vqa\", model_type=\"base\", is_eval=True, device=device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62525c37",
   "metadata": {
    "id": "f0e27d11"
   },
   "source": [
    "### Preprocess image and text inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "05bac633",
   "metadata": {
    "id": "1c47f415"
   },
   "outputs": [],
   "source": [
    "image = vis_processors[\"eval\"](raw_image).unsqueeze(0).to(device)\n",
    "question = txt_processors[\"eval\"](question)\n",
    "\n",
    "samples = {\"image\": image, \"text_input\": [question]}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba3b9c7a",
   "metadata": {
    "id": "ba7a0e77"
   },
   "source": [
    "### Img2Prompt-VQA utilizes 4 submodels to perform VQA:\n",
    "#### 1. Image-Question Matching \n",
    "Compute the relevancy score of image patches with respect to the question using GradCAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "afb03d8d",
   "metadata": {
    "id": "6e1615fc"
   },
   "outputs": [],
   "source": [
    "samples = model.forward_itm(samples=samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0eda0e84",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 262
    },
    "id": "46c50f9c",
    "outputId": "1588f183-c786-4de0-abc8-ecbfffe2f9a6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question: what item s are spinning which can be used to control electric?\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gradcam visualisation\n",
    "dst_w = 720\n",
    "w, h = raw_image.size\n",
    "scaling_factor = dst_w / w\n",
    "\n",
    "resized_img = raw_image.resize((int(w * scaling_factor), int(h * scaling_factor)))\n",
    "norm_img = np.float32(resized_img) / 255\n",
    "gradcam = samples['gradcams'].reshape(24,24)\n",
    "\n",
    "avg_gradcam = getAttMap(norm_img, gradcam, blur=True)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n",
    "ax.imshow(avg_gradcam)\n",
    "ax.set_yticks([])\n",
    "ax.set_xticks([])\n",
    "print('Question: {}'.format(question))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32f2b67b",
   "metadata": {
    "id": "c2d7cf41"
   },
   "source": [
    "#### 2. Image Captioning\n",
    "Generate question-guided captions based on the relevancy score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dc925ece",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "49ac307b",
    "outputId": "93535276-fdd0-4620-a833-cc7da0ff4776"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Examples of question-guided captions: \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['a turbine turbine wind farm with a boat',\n",
       " 'a orange and yellow speed boat moving around waves with wind farm in the background',\n",
       " 'a speed boat with wind turbines in the background',\n",
       " 'a man driving a motor wave boat behind wind turbine turbines',\n",
       " 'a high speed boat speeding on a road']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples = model.forward_cap(samples=samples, num_captions=50, num_patches=20)\n",
    "print('Examples of question-guided captions: ')\n",
    "samples['captions'][0][:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4018c40a",
   "metadata": {
    "id": "b708efb6"
   },
   "source": [
    "#### 3. Question Generation\n",
    "Generate synthetic questions using the captions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5d1b50ed",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "f065b898",
    "outputId": "152ef7d0-9071-4397-f68f-00534a274784"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample Question: ['what is in the background of the boat?', 'what is behind a boat in the background?', 'a turbine turbine wind farm with what?', 'what is in the background of the boat?', 'what is the boat moving around waves with wind turbines in the background?'] \n",
      "Sample Answer: ['wind.', 'turbines.', 'boat.', 'wind turbines.', 'speed.']\n"
     ]
    }
   ],
   "source": [
    "samples = model.forward_qa_generation(samples)\n",
    "print('Sample Question: {} \\nSample Answer: {}'.format(samples['questions'][:5], samples['answers'][:5]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9758f236",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['what is in the background of the boat?',\n",
       " 'what is behind a boat in the background?',\n",
       " 'a turbine turbine wind farm with what?',\n",
       " 'what is in the background of the boat?',\n",
       " 'what is the boat moving around waves with wind turbines in the background?',\n",
       " 'where is a speed boat with wind turbines in the background?',\n",
       " 'what is in the background?',\n",
       " 'in what part of the picture are wind turbines visible?',\n",
       " 'where are the wind turbines?',\n",
       " 'what type of boat is on a windy wind farm?',\n",
       " 'who are on a speedboat as wind turbine farms reflect in the background?',\n",
       " 'what is in the background of the boat?',\n",
       " 'what type of wind farm is in the background?',\n",
       " 'what is moving around waves with wind turbines in the background?',\n",
       " 'what type of boat is being pulled beneath wind turbines?',\n",
       " 'where are the wind turbines in the background?',\n",
       " 'a turbine turbine wind farm with what?',\n",
       " 'what is the wind turbine in the background?',\n",
       " 'how is a high speed boat moving around waves?',\n",
       " 'what type of boat is going across the water with wind turbines behind it?',\n",
       " 'what type of boat is being driven by wind turbines?',\n",
       " 'how many people are riding in an electric boat?',\n",
       " 'what color is the speed boat in the background?',\n",
       " 'how is a jet ski boat being driven?',\n",
       " 'how is the speed boat moving by wind turbines on the ground?',\n",
       " 'what type of boat is moving around waves with wind turbines in the background?',\n",
       " 'what is the name of the boat that is moving across the water with wind turbines behind it?',\n",
       " 'what is in the background of the boat?',\n",
       " 'what type of boat is in the background?',\n",
       " 'what color is the boat in the background?',\n",
       " 'is there a boat in the background of a wind turbine?']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples['questions']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2bb868a",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 4. Prompt Construction\n",
    "Prepare the prompts for LLM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "62b4db44",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "Img2Prompt = model.prompts_construction(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7df71c75",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 4. Load LLM and Predict Answers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6d1dfecf",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# In this notebook, we only use CPU for LLM inference\n",
    "# To run inference on GPU, see https://github.com/CR-Gjx/Img2Prompt for reference\n",
    "device = \"cpu\"\n",
    "\n",
    "def postprocess_Answer(text):\n",
    "    for i, ans in enumerate(text):\n",
    "        for j, w in enumerate(ans):\n",
    "            if w == '.' or w == '\\n':\n",
    "                ans = ans[:j].lower()\n",
    "                break\n",
    "    return ans\n",
    "\n",
    "Img2Prompt_input = tokenizer(Img2Prompt, padding='longest', truncation=True, return_tensors=\"pt\").to(device)\n",
    "\n",
    "assert (len(Img2Prompt_input.input_ids[0])+20) <=2048\n",
    "\n",
    "outputs_list  = []\n",
    "outputs = llm_model.generate(input_ids=Img2Prompt_input.input_ids,\n",
    "                         attention_mask=Img2Prompt_input.attention_mask,\n",
    "                         max_length=20+len(Img2Prompt_input.input_ids[0]),\n",
    "                         return_dict_in_generate=True,\n",
    "                         output_scores=True\n",
    "                         )\n",
    "outputs_list.append(outputs)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9470640e",
   "metadata": {},
   "source": [
    "#### 5. Decoding to answers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c7363d02",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'question': 'what item s are spinning which can be used to control electric?', 'answer': 'wind turbines'}\n"
     ]
    }
   ],
   "source": [
    "outputs_list\n",
    "\n",
    "pred_answer = tokenizer.batch_decode(outputs.sequences[:, len(Img2Prompt_input.input_ids[0]):])\n",
    "pred_answer = postprocess_Answer(pred_answer)\n",
    "\n",
    "print({\"question\": question, \"answer\": pred_answer})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ddd1a15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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